{"id":"W4409963349","doi":"10.1139/cgj-2024-0776","title":"Analysis of energy piles under cyclic axial loads and impact of loading amplitudes","year":2025,"lang":"en","type":"article","venue":"Canadian Geotechnical Journal","topic":"Engineering Structural Analysis Methods","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Geotechnical engineering; Amplitude; Impact energy; Structural engineering; Pile; Energy (signal processing); Geology; Engineering; Forensic engineering; Mathematics; Physics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002608981,0.0001662805,0.0005470737,0.001625129,0.00005248989,0.00003323212,0.0002248884,0.0001559294,0.00008833618],"category_scores_gemma":[0.00009704694,0.0001454998,0.0003900403,0.001481988,0.00009032783,0.00007064354,0.00002390101,0.0002970166,1.493599e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003456975,"about_ca_system_score_gemma":0.0001390771,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01025893,"about_ca_topic_score_gemma":0.005003702,"domain_scores_codex":[0.9989155,0.00004184383,0.0004739192,0.00012745,0.0001321217,0.000309152],"domain_scores_gemma":[0.9991844,0.0001351703,0.00006930286,0.000204675,0.0000774082,0.0003290767],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","study_design_scores_codex":[0.00000434885,0.000003360413,0.004911849,0.00002277696,0.002675635,0.000007677982,0.00001351973,0.9634846,0.0191805,0.001837735,0.000105872,0.007752055],"study_design_scores_gemma":[0.0004212352,0.00008853979,0.587249,0.0001793104,0.002760573,0.00007463178,0.00004593366,0.3973809,0.005081136,0.005592256,0.0006297465,0.0004966625],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7400162,0.001488039,0.2579667,0.00007883135,0.0001153811,0.00002891647,0.00003142474,0.00004371183,0.0002308972],"genre_scores_gemma":[0.9983697,0.000185734,0.001348056,0.00002277745,0.00003518962,0.000001084784,0.000004816619,0.00001314017,0.00001949263],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5823372,"threshold_uncertainty_score":0.9963318,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008823106030533821,"score_gpt":0.2652534857476285,"score_spread":0.2564303797170946,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}